The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-07"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "88042762 (up from 87186540 yesterday: 0.98 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "1898530 (up from 1883761 yesterday: 0.78 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 13075995

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.16



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 21574043 274703 1.29 4352850 365208 4085 1.13 1.69
India 10413417 18139 0.17 433970 150570 234 0.16 1.45
Brazil 7961673 87843 1.12 851239 200498 1524 0.77 2.52
Russia 3297833 23218 0.71 561106 59628 491 0.83 1.81
United Kingdom 2898052 52787 1.86 943784 78632 1162 1.50 2.71
France 2763370 254 0.01 279846 66700 1 0.00 2.41
Turkey 2296102 12171 0.53 340422 22264 194 0.88 0.97
Italy 2220361 18416 0.84 313984 77291 414 0.54 3.48
Spain 2024904 42360 2.14 239483 51675 245 0.48 2.55
Germany 1886561 45333 2.46 432552 38987 1152 3.04 2.07
Colombia 1737347 17576 1.02 268552 45067 344 0.77 2.59
Argentina 1690006 13835 0.83 165634 44122 146 0.33 2.61
Mexico 1493569 13734 0.93 204271 131031 1044 0.80 8.77
Poland 1356882 12119 0.90 185028 30241 186 0.62 2.23
Iran 1268263 6360 0.50 129733 55933 103 0.18 4.41
South Africa 1170590 20999 1.83 277777 31809 441 1.41 2.72
Ukraine 1133802 9320 0.83 176110 20334 163 0.81 1.79
Peru 1022018 0 0.00 32561 37925 0 0.00 3.71
Netherlands 862805 9745 1.14 199862 12182 86 0.71 1.41
Indonesia 797723 9321 1.18 154215 23520 224 0.96 2.95
Czechia 794740 17773 2.29 192336 12621 185 1.49 1.59
Romania 658958 4951 0.76 81512 16410 111 0.68 2.49
Belgium 658655 2923 0.45 40451 19936 53 0.27 3.03
Canada 639693 8227 1.30 147111 16595 192 1.17 2.59
Chile 629176 3693 0.59 50444 16913 97 0.58 2.69
Iraq 600755 790 0.13 20306 12869 4 0.03 2.14
Bangladesh 519905 1007 0.19 22930 7718 31 0.40 1.48
Pakistan 497510 2435 0.49 46016 10558 47 0.45 2.12
Sweden 482284 12536 2.67 124818 9262 277 3.08 1.92
Philippines 482083 1346 0.28 27636 9356 9 0.10 1.94
Switzerland 474764 3975 0.84 75253 8178 69 0.85 1.72
Israel 471048 7600 1.64 103073 3552 23 0.65 0.75
Portugal 456533 9927 2.22 93917 7472 95 1.29 1.64
Morocco 448678 1597 0.36 38932 7645 27 0.35 1.70
Austria 374730 2540 0.68 41902 6568 43 0.66 1.75
Saudi Arabia 363485 108 0.03 2969 6278 6 0.10 1.73
Serbia 353907 1787 0.51 66177 3479 35 1.02 0.98
Hungary 334836 3068 0.92 43287 10325 127 1.25 3.08
Jordan 304071 1215 0.40 34265 3968 13 0.33 1.30
Panama 269091 4135 1.56 65796 4321 38 0.89 1.61
Japan 267084 7563 2.91 76134 3674 65 1.80 1.38
Nepal 263605 412 0.16 11913 1903 4 0.21 0.72
Georgia 235491 1612 0.69 34123 2694 28 1.05 1.14
Azerbaijan 222885 685 0.31 31425 2845 27 0.96 1.28
United Arab Emirates 221754 2988 1.37 31888 694 5 0.73 0.31
Ecuador 218385 1008 0.46 14136 14158 12 0.08 6.48
Croatia 216848 562 0.26 29885 4266 43 1.02 1.97
Bulgaria 207259 867 0.42 18971 8017 56 0.70 3.87
Kazakhstan 206840 907 0.44 17289 2781 0 0.00 1.34
Belarus 206796 1838 0.90 39065 1489 9 0.61 0.72
Lebanon 204699 4774 2.39 51650 1566 16 1.03 0.77
Slovakia 198184 2137 1.09 56051 2717 60 2.26 1.37
Denmark 177507 1844 1.05 53141 1488 37 2.55 0.84
Dominican Republic 177493 1115 0.63 20188 2423 4 0.17 1.37
Costa Rica 176407 1369 0.78 20019 2286 19 0.84 1.30
Bolivia 168891 1910 1.14 20226 9304 17 0.18 5.51
Armenia 161054 201 0.12 9662 2901 11 0.38 1.80
Lithuania 154550 2335 1.53 51522 2076 40 1.96 1.34
Kuwait 152978 540 0.35 5786 938 0 0.00 0.61
Tunisia 152254 2373 1.58 36288 5052 48 0.96 3.32
Moldova 148294 423 0.29 16375 3106 18 0.58 2.09
Egypt 146809 1219 0.84 23108 8029 54 0.68 5.47
Qatar 145271 210 0.14 3714 245 0 0.00 0.17
West Bank and Gaza 145252 995 0.69 27497 1536 17 1.12 1.06
Greece 142777 510 0.36 14067 5146 47 0.92 3.60
Guatemala 141074 872 0.62 9639 4928 29 0.59 3.49
Slovenia 134545 2821 2.14 32502 2922 23 0.79 2.17
Oman 130070 182 0.14 3051 1505 1 0.07 1.16
Burma 128772 594 0.46 15690 2799 14 0.50 2.17
Malaysia 128465 3027 2.41 39332 521 8 1.56 0.41
Ireland 127657 6503 5.37 49979 2307 8 0.35 1.81
Ethiopia 127227 441 0.35 8746 1966 1 0.05 1.55
Honduras 125118 219 0.18 9644 3200 8 0.25 2.56
Venezuela 115322 414 0.36 6241 1052 5 0.48 0.91
Bosnia and Herzegovina 113392 0 0.00 9305 4211 0 0.00 3.71
Paraguay 112856 1162 1.04 15828 2352 15 0.64 2.08
Libya 103515 635 0.62 10232 1558 12 0.78 1.51
Algeria 101382 262 0.26 7449 2792 6 0.22 2.75

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 2570829 39972 1.58 816855 28457 531 1.90 1.11 65064.14 720.21 1 in 15
Texas 1910091 25292 1.34 356326 29498 380 1.31 1.54 65874.56 1017.32 1 in 15
Florida 1429722 19816 1.41 261239 22481 164 0.73 1.57 66567.63 1046.71 1 in 15
New York 1081885 17588 1.65 256826 39118 206 0.53 3.62 55613.73 2010.84 1 in 18
Illinois 1008045 8757 0.88 128617 18941 206 1.10 1.88 79550.13 1494.73 1 in 13
Ohio 753068 10251 1.38 156890 9462 94 1.00 1.26 64424.81 809.47 1 in 16
Georgia 723630 9790 1.37 155234 11230 65 0.58 1.55 68154.96 1057.70 1 in 15
Pennsylvania 698005 9607 1.40 163057 17173 258 1.53 2.46 54523.17 1341.43 1 in 18
Tennessee 634237 8857 1.42 141007 7492 113 1.53 1.18 92817.33 1096.42 1 in 11
North Carolina 592746 10398 1.79 135086 7213 137 1.94 1.22 56516.14 687.73 1 in 18
Arizona 584593 9913 1.72 149557 9741 297 3.14 1.67 76769.69 1279.20 1 in 13
Michigan 555747 4249 0.77 68391 13873 206 1.51 2.50 55647.84 1389.13 1 in 18
Indiana 546499 7270 1.35 99309 8823 80 0.92 1.61 81176.65 1310.56 1 in 12
Wisconsin 540508 4509 0.84 58065 5477 42 0.77 1.01 92831.97 940.67 1 in 11
New Jersey 510839 6192 1.23 91509 19646 123 0.63 3.85 57512.73 2211.84 1 in 17
Minnesota 429570 1983 0.46 40399 5640 44 0.79 1.31 76169.86 1000.07 1 in 13
Missouri 423908 4740 1.13 58230 6054 71 1.19 1.43 69069.32 986.41 1 in 14
Massachusetts 411601 7548 1.87 102354 12909 73 0.57 3.14 59227.40 1857.54 1 in 17
Alabama 389230 5046 1.31 78895 5080 86 1.72 1.31 79383.09 1036.06 1 in 13
Virginia 382679 5379 1.43 86586 5275 49 0.94 1.38 44833.71 618.01 1 in 22
Colorado 352923 3473 0.99 52509 5102 52 1.03 1.45 61284.80 885.96 1 in 16
South Carolina 338112 4877 1.46 75338 5661 79 1.42 1.67 65669.21 1099.50 1 in 15
Louisiana 338054 4530 1.36 58733 7728 47 0.61 2.29 72718.64 1662.37 1 in 14
Oklahoma 315354 3781 1.21 67150 2672 39 1.48 0.85 79695.81 675.26 1 in 13
Utah 297317 4597 1.57 53399 1359 29 2.18 0.46 92738.89 423.90 1 in 11
Maryland 295874 2970 1.01 51890 6173 41 0.67 2.09 48939.74 1021.06 1 in 20
Iowa 293189 2413 0.83 30979 4065 5 0.12 1.39 92926.31 1288.40 1 in 11
Kentucky 291429 4889 1.71 57409 2843 37 1.32 0.98 65230.60 636.35 1 in 15
Washington 264012 3260 1.25 46807 3634 29 0.80 1.38 34670.48 477.22 1 in 29
Arkansas 245916 3323 1.37 51373 3926 25 0.64 1.60 81487.83 1300.94 1 in 12
Nevada 240796 3403 1.43 44417 3339 44 1.34 1.39 78176.56 1084.04 1 in 13
Kansas 238371 0 0.00 40440 3020 0 0.00 1.27 81821.25 1036.62 1 in 12
Mississippi 228235 0 0.00 40331 5013 0 0.00 2.20 76688.03 1684.39 1 in 13
Connecticut 202758 3304 1.66 42656 6287 57 0.91 3.10 56870.04 1763.39 1 in 18
Nebraska 173591 1122 0.65 20191 1811 108 6.34 1.04 89738.57 936.20 1 in 11
New Mexico 151819 1835 1.22 25774 2680 39 1.48 1.77 72404.09 1278.12 1 in 14
Idaho 147173 1067 0.73 20295 1517 29 1.95 1.03 82124.81 846.51 1 in 12
Oregon 121085 862 0.72 22149 1568 10 0.64 1.29 28708.52 371.76 1 in 35
South Dakota 102132 448 0.44 8935 1544 25 1.65 1.51 115447.87 1745.31 1 in 9
Rhode Island 96591 1128 1.18 19301 1910 20 1.06 1.98 91178.55 1802.97 1 in 11
West Virginia 96002 1324 1.40 27517 1518 37 2.50 1.58 53718.02 849.40 1 in 19
North Dakota 94156 324 0.35 5093 1341 7 0.52 1.42 123554.25 1759.70 1 in 8
Montana 84750 690 0.82 9267 1038 23 2.27 1.22 79296.17 971.20 1 in 13
Puerto Rico 79898 286 0.36 15147 1588 18 1.15 1.99 25017.42 497.23 1 in 40
Delaware 62949 1220 1.98 14181 949 2 0.21 1.51 64645.03 974.57 1 in 15
New Hampshire 49261 423 0.87 14997 827 11 1.35 1.68 36229.02 608.22 1 in 28
Alaska 49228 329 0.67 6372 223 3 1.36 0.45 67293.19 304.83 1 in 15
Wyoming 46168 278 0.61 5575 489 25 5.39 1.06 79770.68 844.91 1 in 13
District of Columbia 30750 268 0.88 4920 808 2 0.25 2.63 43570.73 1144.88 1 in 23
Maine 27625 535 1.97 9724 385 13 3.49 1.39 20551.07 286.41 1 in 49
Hawaii 22897 287 1.27 2830 299 0 0.00 1.31 16171.66 211.18 1 in 62
Vermont 8403 245 3.00 2254 155 3 1.97 1.84 13466.58 248.40 1 in 74

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 34760355 2570829 7.40 6303997 816855 12.96 879736.8
2 Texas 14445909 1910091 13.22 2001897 356326 17.80 498205.6
3 Florida 16451278 1429722 8.69 2189138 261239 11.93 765968.9
4 New York 26572232 1081885 4.07 3892186 256826 6.60 1365931.5
5 Illinois 13803946 1008045 7.30 1656643 128617 7.76 1089341.9
6 Ohio 7963321 753068 9.46 855556 156890 18.34 681260.4
7 Georgia 5569613 723630 12.99 713443 155234 21.76 524573.0
8 Pennsylvania 4030803 698005 17.32 399704 163057 40.79 314857.6
9 Tennessee 5840819 634237 10.86 643961 141007 21.90 854773.9
10 North Carolina 7314642 592746 8.10 1131158 135086 11.94 697424.1
11 Arizona 2989812 584593 19.55 406418 149557 36.80 392626.9
12 Michigan 8410027 555747 6.61 822366 68391 8.32 842109.5
13 Indiana 5950922 546499 9.18 847928 99309 11.71 883946.6
14 Wisconsin 5517819 540508 9.80 551582 58065 10.53 947682.5
15 New Jersey 8121062 510839 6.29 1171192 91509 7.81 914308.5
16 Minnesota 5553851 429570 7.73 687971 40399 5.87 984789.6
17 Missouri 3747390 423908 11.31 340230 58230 17.11 610579.9
18 Massachusetts 11417197 411601 3.61 1515465 102354 6.75 1642879.6
19 Alabama 1932031 389230 20.15 179318 78895 44.00 394035.9
20 Virginia 4463768 382679 8.57 652978 86586 13.26 522963.9
21 Colorado 4649434 352923 7.59 725362 52509 7.24 807370.6
22 South Carolina 3356854 338112 10.07 548832 75338 13.73 651979.1
23 Louisiana 4369449 338054 7.74 472625 58733 12.43 939910.2
24 Oklahoma 2778295 315354 11.35 371454 67150 18.08 702126.7
25 Utah 2332387 297317 12.75 256192 53399 20.84 727516.4
26 Maryland 5972432 295874 4.95 811456 51890 6.39 987884.2
27 Iowa 1188908 293189 24.66 53186 30979 58.25 376824.6
28 Kentucky 3268056 291429 8.92 299212 57409 19.19 731489.5
29 Washington 3969589 264012 6.65 536697 46807 8.72 521292.8
30 Arkansas 2129230 245916 11.55 229456 51373 22.39 705551.2
31 Nevada 2180031 240796 11.05 279628 44417 15.88 707766.4
32 Kansas 1037519 238371 22.98 119254 40440 33.91 356130.2
33 Mississippi 1411813 228235 16.17 144249 40331 27.96 474375.8
34 Connecticut 4581696 202758 4.43 675202 42656 6.32 1285084.8
35 Nebraska 1813522 173591 9.57 217545 20191 9.28 937507.5
36 New Mexico 2048336 151819 7.41 251733 25774 10.24 976873.2
37 Idaho 554296 147173 26.55 39496 20295 51.38 309305.8
38 Oregon 2762331 121085 4.38 369518 22149 5.99 654932.0
39 South Dakota 380234 102132 26.86 23318 8935 38.32 429808.5
40 Rhode Island 2099745 96591 4.60 293541 19301 6.58 1982086.4
41 West Virginia 1606517 96002 5.98 241562 27517 11.39 898928.3
42 North Dakota 1268083 94156 7.43 81929 5093 6.22 1664015.5
43 Montana 823279 84750 10.29 80739 9267 11.48 770299.3
45 Delaware 1029436 62949 6.11 154849 14181 9.16 1057172.0
46 New Hampshire 1075687 49261 4.58 135617 14997 11.06 791114.4
47 Alaska 1326542 49228 3.71 150819 6372 4.22 1813343.0
48 Wyoming 522688 46168 8.83 65476 5575 8.51 903118.6
49 District of Columbia 937035 30750 3.28 132828 4920 3.70 1327717.1
50 Maine 1162204 27625 2.38 145863 9724 6.67 864598.7
51 Hawaii 849892 22897 2.69 96285 2830 2.94 600260.5
52 Vermont 731627 8403 1.15 98181 2254 2.30 1172499.8

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 4979745 493022 2799 0.57 9.90 3363 473 54242 25532 5.18
Veneto 3413011 277331 3596 1.31 8.13 2594 359 92176 7157 2.58
Piemonte 1718642 203782 1004 0.50 11.86 2760 184 17699 8106 3.98
Campania 2108752 196271 1052 0.54 9.31 1385 96 76359 3033 1.55
Emilia-Romagna 2654264 184889 2228 1.22 6.97 2701 240 56885 8130 4.40
Lazio 2793308 174759 1779 1.03 6.26 2882 310 77923 4015 2.30
Toscana 1937498 123498 667 0.54 6.37 827 146 9500 3807 3.08
Sicilia 1273514 102641 1435 1.42 8.06 1228 196 38705 2629 2.56
Puglia 1088595 97603 657 0.68 8.97 1390 154 53541 2594 2.66
Liguria 730767 62474 196 0.31 8.55 711 62 5301 2963 4.74
Friuli Venezia Giulia 967089 53943 671 1.26 5.58 661 64 12365 1834 3.40
Marche 559992 44876 346 0.78 8.01 521 69 13582 1661 3.70
Abruzzo 532082 36880 229 0.62 6.93 478 36 11317 1265 3.43
Sardegna 499345 32945 340 1.04 6.60 492 48 17059 795 2.41
P.A. Bolzano 372082 30714 263 0.86 8.25 205 25 11251 763 2.48
Umbria 518690 30139 64 0.21 5.81 277 44 4061 646 2.14
Calabria 454151 25747 361 1.42 5.67 249 21 8804 505 1.96
P.A. Trento 463967 23073 170 0.74 4.97 361 47 1946 994 4.31
Basilicata 190075 11471 62 0.54 6.03 94 4 6370 269 2.35
Valle d’Aosta 64223 7439 33 0.45 11.58 57 1 434 388 5.22
Molise 119457 6864 68 1.00 5.75 55 8 1535 205 2.99

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Quebec 220518 2519 1.16 8562 74 0.87 3.88 25828.81 1002.85 1 in 39
Ontario 208691 3408 1.66 4871 71 1.48 2.33 14185.25 331.09 1 in 70
Alberta 108469 968 0.90 1217 24 2.01 1.12 24578.61 275.77 1 in 41
British Columbia 56015 761 1.38 970 8 0.83 1.73 10959.87 189.79 1 in 91
Manitoba 25742 201 0.79 717 12 1.70 2.79 18687.25 520.50 1 in 54
Saskatchewan 17138 334 1.99 177 3 1.72 1.03 14503.25 149.79 1 in 69
Nova Scotia 1524 4 0.26 65 0 0.00 4.27 1559.15 66.50 1 in 641
New Brunswick 717 24 3.46 9 0 0.00 1.26 919.24 11.54 1 in 1088
Newfoundland and Labrador 392 0 0.00 4 0 0.00 1.02 751.87 7.67 1 in 1330
Nunavut 266 0 0.00 1 0 0.00 0.38 NA NA 1 in NA
Prince Edward Island 102 5 5.15 0 0 NaN 0.00 644.92 0.00 1 in 1551
Yukon 69 3 4.55 1 0 0.00 1.45 1679.73 24.34 1 in 595
Northwest Territories 24 0 0.00 0 0 NaN 0.00 534.47 0.00 1 in 1871
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 65935.34 1116.16 1 in 15
India 7777.01 112.45 1 in 129
Brazil 38039.53 957.95 1 in 26
Russia 22822.37 412.65 1 in 44
United Kingdom 43619.08 1183.50 1 in 23
France 41250.49 995.67 1 in 24
Turkey 28413.59 275.51 1 in 35
Italy 36712.32 1277.96 1 in 27
Spain 43397.00 1107.48 1 in 23
Germany 22787.31 470.91 1 in 44
Colombia 35405.48 918.42 1 in 28
Argentina 38174.97 996.66 1 in 26
Mexico 11560.13 1014.17 1 in 87
Poland 35726.22 796.23 1 in 28
Iran 15626.70 689.17 1 in 64
South Africa 20638.05 560.81 1 in 48
Ukraine NA NA 1 in NA
Peru 31769.29 1178.89 1 in 31
Netherlands 50221.48 709.08 1 in 20
Indonesia 3021.68 89.09 1 in 331

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 871404 11545 1.32
Cook Illinois 410005 8630 2.10
Maricopa Arizona 360707 5575 1.55
Miami-Dade Florida 318115 4297 1.35
Harris Texas 253612 3522 1.39
San Bernardino California 216394 1454 0.67
Dallas Texas 209392 2151 1.03
Riverside California 204327 2189 1.07
Clark Nevada 183447 2524 1.38
San Diego California 180512 1738 0.96
Orange California 177733 1972 1.11
Tarrant Texas 167732 1576 0.94
Broward Florida 146201 1897 1.30
Queens New York 136465 7612 5.58
Kings New York 133865 7832 5.85
Bexar Texas 128067 1799 1.40
Salt Lake Utah 114097 582 0.51
Suffolk New York 108255 2410 2.23
El Paso Texas 102055 1760 1.72
Philadelphia Pennsylvania 97891 2576 2.63
Nassau New York 97746 2452 2.51
Milwaukee Wisconsin 94998 1013 1.07
Bronx New York 92156 5173 5.61
Franklin Ohio 89439 700 0.78
Hennepin Minnesota 89175 1426 1.60
Palm Beach Florida 88852 1933 2.18
Wayne Michigan 88524 3740 4.22
Hillsborough Florida 83574 1110 1.33
Orange Florida 83462 777 0.93
Middlesex Massachusetts 82238 2807 3.41
Santa Clara California 78683 815 1.04
Pima Arizona 77854 1189 1.53
Marion Indiana 75500 1218 1.61
Westchester New York 75176 1711 2.28
Cuyahoga Ohio 75120 933 1.24
Kern California 73892 521 0.71
St. Louis Missouri 73293 1456 1.99
Utah Utah 72343 223 0.31
Sacramento California 71572 941 1.31
Fresno California 71404 711 1.00
Shelby Tennessee 71084 996 1.40
Mecklenburg North Carolina 68155 601 0.88
Duval Florida 67938 767 1.13
King Washington 66998 1093 1.63
Davidson Tennessee 65739 600 0.91
New York New York 65687 3371 5.13
DuPage Illinois 64755 1092 1.69
Oakland Michigan 64221 1715 2.67
Essex Massachusetts 63337 1763 2.78
Providence Rhode Island 62846 1436 2.28
Gwinnett Georgia 62618 610 0.97
Oklahoma Oklahoma 61898 455 0.74
Fulton Georgia 61428 803 1.31
Fairfield Connecticut 60396 1772 2.93
Suffolk Massachusetts 58671 1406 2.40
Allegheny Pennsylvania 58372 1118 1.92
Prince George’s Maryland 57771 1117 1.93
Alameda California 57081 713 1.25
Jefferson Alabama 56823 748 1.32
Douglas Nebraska 55668 617 1.11
Hamilton Ohio 55652 423 0.76
Jefferson Kentucky 54854 555 1.01
Travis Texas 54814 565 1.03
Will Illinois 54678 815 1.49
Collin Texas 54623 397 0.73
Hidalgo Texas 53842 2237 4.15
Tulsa Oklahoma 51921 437 0.84
New Haven Connecticut 51566 1615 3.13
Macomb Michigan 51460 1676 3.26
Hartford Connecticut 51050 1917 3.76
Denver Colorado 50556 689 1.36
Lake Illinois 50213 847 1.69
Bergen New Jersey 49974 2361 4.72
Essex New Jersey 49865 2422 4.86
San Joaquin California 49682 683 1.37
Montgomery Maryland 49257 1162 2.36
Pinellas Florida 48998 1114 2.27
Cobb Georgia 48473 599 1.24
Wake North Carolina 48452 354 0.73
Middlesex New Jersey 48222 1735 3.60
Ventura California 47428 305 0.64
Fairfax Virginia 47235 697 1.48
Worcester Massachusetts 46993 1601 3.41
Hudson New Jersey 46886 1740 3.71
Kent Michigan 45313 584 1.29
Erie New York 45077 1263 2.80
Contra Costa California 44274 355 0.80
Lee Florida 43871 695 1.58
Lubbock Texas 43553 597 1.37
Bernalillo New Mexico 43382 628 1.45
Kane Illinois 43351 638 1.47
Polk Iowa 43303 421 0.97
El Paso Colorado 43156 614 1.42
Greenville South Carolina 42337 551 1.30
Sedgwick Kansas 42336 407 0.96
Denton Texas 42095 372 0.88
Adams Colorado 41979 534 1.27
Lake Indiana 41833 637 1.52
Passaic New Jersey 41659 1496 3.59
Johnson Kansas 41357 517 1.25

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc